Mary Lin Elementary School in Atlanta, Georgia, benefits from a well-deserved reputation for its strong academics and healthy school community. This school is statistically impressive, with Math proficiency at 85% and reading at 83%; students here are well above the district and state averages. The school's primary mission strives to prepare children for middle school with independence and curiosity, and the vision of the school is to promote academic success along with the social, emotional, and physical well-being of each child. Parents appreciate the active PTO, which funds classroom supplies, technology, and events (like Field Day and Linapalooza). The biggest attraction to Mary Lin Elementary is that it offers a gifted program, has engaging extracurricular programs, and strong connections to the community. Mary Lin is arguably one of the best elementary schools in Georgia.

Mary Lin Elementary, along with all APS schools, began the 2025–26 academic year on August 4, following a district calendar adjustment earlier this summer.